Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!unzip -o processed_celeba_small.zip

Archive:  processed_celeba_small.zip
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    transform = transforms.Compose([transforms.Resize(image_size),
                                    transforms.CenterCrop(image_size),
                                    transforms.ToTensor(),])
    dataset = datasets.ImageFolder(root=data_dir,
                                   transform=transform)
    return torch.utils.data.DataLoader(dataset,
                                       batch_size=batch_size,
                                       shuffle=True)

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    
    return x * (feature_range[1] - feature_range[0]) + feature_range[0]

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9451)
Max:  tensor(0.8980)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        self.conv_dim = conv_dim
        self.main = nn.Sequential(
            nn.Conv2d(3, conv_dim, 4, 2, 1, bias=False),
            nn.LeakyReLU(0.2, inplace=True),
            nn.Conv2d(conv_dim, conv_dim * 2, 4, 2, 1, bias=False),
            nn.BatchNorm2d(conv_dim * 2),
            nn.LeakyReLU(0.2, inplace=True),
            nn.Conv2d(conv_dim * 2, conv_dim * 4, 4, 2, 1, bias=False),
            nn.BatchNorm2d(conv_dim * 4),
            nn.LeakyReLU(0.2, inplace=True),
            nn.Conv2d(conv_dim * 4, 1, 4, 1, 0, bias=False),
            nn.LeakyReLU(0.2, inplace=True),
            nn.Linear(1, 1),
            nn.Sigmoid()
        )

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        x = self.main(x)
        x = x.view(-1, 1)
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.z_size = z_size
        self.main = nn.Sequential(
            nn.ConvTranspose2d( z_size, conv_dim * 4, 4, 1, 0, bias=False),
            nn.BatchNorm2d(conv_dim * 4),
            nn.ReLU(True),
            nn.ConvTranspose2d(conv_dim * 4, conv_dim * 2, 4, 2, 1, bias=False),
            nn.BatchNorm2d(conv_dim * 2),
            nn.ReLU(True),
            nn.ConvTranspose2d( conv_dim * 2, conv_dim, 4, 2, 1, bias=False),
            nn.BatchNorm2d(conv_dim),
            nn.ReLU(True),
            nn.ConvTranspose2d( conv_dim, 3, 4, 2, 1, bias=False),
            nn.Tanh()
        )
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        x = x.view(-1, self.z_size, 1, 1)
        x = self.main(x)
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    if classname.find('Conv') != -1:
        nn.init.normal_(m.weight.data, 0.0, 0.02)
    elif classname.find('BatchNorm') != -1:
        nn.init.normal_(m.weight.data, 1.0, 0.02)
        nn.init.constant_(m.bias.data, 0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 64

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (main): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): LeakyReLU(negative_slope=0.2, inplace)
    (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (4): LeakyReLU(negative_slope=0.2, inplace)
    (5): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (6): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (7): LeakyReLU(negative_slope=0.2, inplace)
    (8): Conv2d(128, 1, kernel_size=(4, 4), stride=(1, 1), bias=False)
    (9): LeakyReLU(negative_slope=0.2, inplace)
    (10): Linear(in_features=1, out_features=1, bias=True)
    (11): Sigmoid()
  )
)

Generator(
  (main): Sequential(
    (0): ConvTranspose2d(64, 128, kernel_size=(4, 4), stride=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (2): ReLU(inplace)
    (3): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (5): ReLU(inplace)
    (6): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (7): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (8): ReLU(inplace)
    (9): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (10): Tanh()
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))
g_optimizer = optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            z = np.random.uniform(-1, 1, size = (batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size = (batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 32


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   32] | d_loss: 1.4195 | g_loss: 0.5289
Epoch [    1/   32] | d_loss: 1.3498 | g_loss: 0.5880
Epoch [    1/   32] | d_loss: 1.2613 | g_loss: 0.6462
Epoch [    1/   32] | d_loss: 1.2206 | g_loss: 0.6715
Epoch [    1/   32] | d_loss: 1.2206 | g_loss: 0.6784
Epoch [    1/   32] | d_loss: 1.2399 | g_loss: 0.6779
Epoch [    1/   32] | d_loss: 1.3207 | g_loss: 0.6387
Epoch [    1/   32] | d_loss: 1.3232 | g_loss: 0.6834
Epoch [    1/   32] | d_loss: 1.3016 | g_loss: 0.6745
Epoch [    1/   32] | d_loss: 1.3395 | g_loss: 0.6373
Epoch [    1/   32] | d_loss: 1.3199 | g_loss: 0.6585
Epoch [    1/   32] | d_loss: 1.3773 | g_loss: 0.6301
Epoch [    1/   32] | d_loss: 1.3333 | g_loss: 0.6652
Epoch [    1/   32] | d_loss: 1.3655 | g_loss: 0.6578
Epoch [    1/   32] | d_loss: 1.3436 | g_loss: 0.6418
Epoch [    2/   32] | d_loss: 1.3292 | g_loss: 0.6418
Epoch [    2/   32] | d_loss: 1.3519 | g_loss: 0.6576
Epoch [    2/   32] | d_loss: 1.3414 | g_loss: 0.6731
Epoch [    2/   32] | d_loss: 1.3657 | g_loss: 0.6631
Epoch [    2/   32] | d_loss: 1.3685 | g_loss: 0.6575
Epoch [    2/   32] | d_loss: 1.3759 | g_loss: 0.6273
Epoch [    2/   32] | d_loss: 1.3396 | g_loss: 0.6526
Epoch [    2/   32] | d_loss: 1.3368 | g_loss: 0.6440
Epoch [    2/   32] | d_loss: 1.3442 | g_loss: 0.6459
Epoch [    2/   32] | d_loss: 1.3678 | g_loss: 0.6555
Epoch [    2/   32] | d_loss: 1.3614 | g_loss: 0.6489
Epoch [    2/   32] | d_loss: 1.3452 | g_loss: 0.6590
Epoch [    2/   32] | d_loss: 1.3527 | g_loss: 0.6569
Epoch [    2/   32] | d_loss: 1.3436 | g_loss: 0.6374
Epoch [    2/   32] | d_loss: 1.3355 | g_loss: 0.6362
Epoch [    3/   32] | d_loss: 1.3532 | g_loss: 0.6615
Epoch [    3/   32] | d_loss: 1.3317 | g_loss: 0.6611
Epoch [    3/   32] | d_loss: 1.3434 | g_loss: 0.6110
Epoch [    3/   32] | d_loss: 1.3450 | g_loss: 0.6379
Epoch [    3/   32] | d_loss: 1.3424 | g_loss: 0.6297
Epoch [    3/   32] | d_loss: 1.3547 | g_loss: 0.6707
Epoch [    3/   32] | d_loss: 1.3437 | g_loss: 0.6345
Epoch [    3/   32] | d_loss: 1.3218 | g_loss: 0.6525
Epoch [    3/   32] | d_loss: 1.3322 | g_loss: 0.6553
Epoch [    3/   32] | d_loss: 1.3572 | g_loss: 0.6564
Epoch [    3/   32] | d_loss: 1.3335 | g_loss: 0.6676
Epoch [    3/   32] | d_loss: 1.3514 | g_loss: 0.6316
Epoch [    3/   32] | d_loss: 1.3364 | g_loss: 0.6200
Epoch [    3/   32] | d_loss: 1.3738 | g_loss: 0.6783
Epoch [    3/   32] | d_loss: 1.3264 | g_loss: 0.6074
Epoch [    4/   32] | d_loss: 1.3193 | g_loss: 0.5668
Epoch [    4/   32] | d_loss: 1.3236 | g_loss: 0.6421
Epoch [    4/   32] | d_loss: 1.3503 | g_loss: 0.6419
Epoch [    4/   32] | d_loss: 1.3674 | g_loss: 0.6748
Epoch [    4/   32] | d_loss: 1.3514 | g_loss: 0.6656
Epoch [    4/   32] | d_loss: 1.3561 | g_loss: 0.6752
Epoch [    4/   32] | d_loss: 1.3190 | g_loss: 0.6525
Epoch [    4/   32] | d_loss: 1.3364 | g_loss: 0.6399
Epoch [    4/   32] | d_loss: 1.3278 | g_loss: 0.6662
Epoch [    4/   32] | d_loss: 1.3130 | g_loss: 0.6185
Epoch [    4/   32] | d_loss: 1.3289 | g_loss: 0.6195
Epoch [    4/   32] | d_loss: 1.3341 | g_loss: 0.6567
Epoch [    4/   32] | d_loss: 1.3035 | g_loss: 0.6723
Epoch [    4/   32] | d_loss: 1.3185 | g_loss: 0.6275
Epoch [    4/   32] | d_loss: 1.3110 | g_loss: 0.6770
Epoch [    5/   32] | d_loss: 1.3566 | g_loss: 0.6730
Epoch [    5/   32] | d_loss: 1.3575 | g_loss: 0.6610
Epoch [    5/   32] | d_loss: 1.3195 | g_loss: 0.6581
Epoch [    5/   32] | d_loss: 1.3242 | g_loss: 0.6512
Epoch [    5/   32] | d_loss: 1.3355 | g_loss: 0.6675
Epoch [    5/   32] | d_loss: 1.3559 | g_loss: 0.6771
Epoch [    5/   32] | d_loss: 1.3689 | g_loss: 0.6800
Epoch [    5/   32] | d_loss: 1.3011 | g_loss: 0.5895
Epoch [    5/   32] | d_loss: 1.2931 | g_loss: 0.6449
Epoch [    5/   32] | d_loss: 1.3466 | g_loss: 0.6642
Epoch [    5/   32] | d_loss: 1.3423 | g_loss: 0.6854
Epoch [    5/   32] | d_loss: 1.3648 | g_loss: 0.6614
Epoch [    5/   32] | d_loss: 1.3155 | g_loss: 0.6733
Epoch [    5/   32] | d_loss: 1.3232 | g_loss: 0.6506
Epoch [    5/   32] | d_loss: 1.3008 | g_loss: 0.6141
Epoch [    6/   32] | d_loss: 1.3161 | g_loss: 0.6822
Epoch [    6/   32] | d_loss: 1.2762 | g_loss: 0.5867
Epoch [    6/   32] | d_loss: 1.3256 | g_loss: 0.6480
Epoch [    6/   32] | d_loss: 1.3155 | g_loss: 0.6242
Epoch [    6/   32] | d_loss: 1.2905 | g_loss: 0.6485
Epoch [    6/   32] | d_loss: 1.3734 | g_loss: 0.6493
Epoch [    6/   32] | d_loss: 1.3200 | g_loss: 0.6479
Epoch [    6/   32] | d_loss: 1.3078 | g_loss: 0.6003
Epoch [    6/   32] | d_loss: 1.2870 | g_loss: 0.6612
Epoch [    6/   32] | d_loss: 1.3147 | g_loss: 0.6313
Epoch [    6/   32] | d_loss: 1.3062 | g_loss: 0.6517
Epoch [    6/   32] | d_loss: 1.3242 | g_loss: 0.6679
Epoch [    6/   32] | d_loss: 1.2836 | g_loss: 0.6499
Epoch [    6/   32] | d_loss: 1.2972 | g_loss: 0.5536
Epoch [    6/   32] | d_loss: 1.3214 | g_loss: 0.6324
Epoch [    7/   32] | d_loss: 1.3556 | g_loss: 0.6803
Epoch [    7/   32] | d_loss: 1.3047 | g_loss: 0.6105
Epoch [    7/   32] | d_loss: 1.3458 | g_loss: 0.6776
Epoch [    7/   32] | d_loss: 1.3067 | g_loss: 0.6566
Epoch [    7/   32] | d_loss: 1.3190 | g_loss: 0.5401
Epoch [    7/   32] | d_loss: 1.2792 | g_loss: 0.6443
Epoch [    7/   32] | d_loss: 1.3299 | g_loss: 0.6645
Epoch [    7/   32] | d_loss: 1.3036 | g_loss: 0.6870
Epoch [    7/   32] | d_loss: 1.2567 | g_loss: 0.6196
Epoch [    7/   32] | d_loss: 1.3214 | g_loss: 0.5638
Epoch [    7/   32] | d_loss: 1.2951 | g_loss: 0.6457
Epoch [    7/   32] | d_loss: 1.3766 | g_loss: 0.6919
Epoch [    7/   32] | d_loss: 1.2729 | g_loss: 0.6445
Epoch [    7/   32] | d_loss: 1.2968 | g_loss: 0.6163
Epoch [    7/   32] | d_loss: 1.2707 | g_loss: 0.6573
Epoch [    8/   32] | d_loss: 1.2775 | g_loss: 0.6338
Epoch [    8/   32] | d_loss: 1.3383 | g_loss: 0.6837
Epoch [    8/   32] | d_loss: 1.3371 | g_loss: 0.6577
Epoch [    8/   32] | d_loss: 1.2592 | g_loss: 0.6735
Epoch [    8/   32] | d_loss: 1.2439 | g_loss: 0.6159
Epoch [    8/   32] | d_loss: 1.3128 | g_loss: 0.6475
Epoch [    8/   32] | d_loss: 1.3169 | g_loss: 0.6675
Epoch [    8/   32] | d_loss: 1.2459 | g_loss: 0.6195
Epoch [    8/   32] | d_loss: 1.3015 | g_loss: 0.6462
Epoch [    8/   32] | d_loss: 1.3254 | g_loss: 0.6766
Epoch [    8/   32] | d_loss: 1.3079 | g_loss: 0.6635
Epoch [    8/   32] | d_loss: 1.3161 | g_loss: 0.6726
Epoch [    8/   32] | d_loss: 1.3045 | g_loss: 0.6474
Epoch [    8/   32] | d_loss: 1.2734 | g_loss: 0.6495
Epoch [    8/   32] | d_loss: 1.2502 | g_loss: 0.6887
Epoch [    9/   32] | d_loss: 1.2156 | g_loss: 0.5973
Epoch [    9/   32] | d_loss: 1.2544 | g_loss: 0.6712
Epoch [    9/   32] | d_loss: 1.2758 | g_loss: 0.6388
Epoch [    9/   32] | d_loss: 1.3053 | g_loss: 0.5755
Epoch [    9/   32] | d_loss: 1.2978 | g_loss: 0.6474
Epoch [    9/   32] | d_loss: 1.2794 | g_loss: 0.6280
Epoch [    9/   32] | d_loss: 1.3455 | g_loss: 0.6819
Epoch [    9/   32] | d_loss: 1.1770 | g_loss: 0.6757
Epoch [    9/   32] | d_loss: 1.2643 | g_loss: 0.6445
Epoch [    9/   32] | d_loss: 1.2642 | g_loss: 0.5995
Epoch [    9/   32] | d_loss: 1.2362 | g_loss: 0.6527
Epoch [    9/   32] | d_loss: 1.2177 | g_loss: 0.6334
Epoch [    9/   32] | d_loss: 1.3107 | g_loss: 0.6912
Epoch [    9/   32] | d_loss: 1.2573 | g_loss: 0.6828
Epoch [    9/   32] | d_loss: 1.2346 | g_loss: 0.6838
Epoch [   10/   32] | d_loss: 1.3222 | g_loss: 0.6822
Epoch [   10/   32] | d_loss: 1.2387 | g_loss: 0.6117
Epoch [   10/   32] | d_loss: 1.2409 | g_loss: 0.5592
Epoch [   10/   32] | d_loss: 1.3370 | g_loss: 0.6872
Epoch [   10/   32] | d_loss: 1.1958 | g_loss: 0.6459
Epoch [   10/   32] | d_loss: 1.2974 | g_loss: 0.6531
Epoch [   10/   32] | d_loss: 1.2214 | g_loss: 0.6038
Epoch [   10/   32] | d_loss: 1.1697 | g_loss: 0.6631
Epoch [   10/   32] | d_loss: 1.2444 | g_loss: 0.6759
Epoch [   10/   32] | d_loss: 1.2699 | g_loss: 0.6882
Epoch [   10/   32] | d_loss: 1.2173 | g_loss: 0.6173
Epoch [   10/   32] | d_loss: 1.1988 | g_loss: 0.6213
Epoch [   10/   32] | d_loss: 1.3156 | g_loss: 0.6652
Epoch [   10/   32] | d_loss: 1.1801 | g_loss: 0.6637
Epoch [   10/   32] | d_loss: 1.2112 | g_loss: 0.6693
Epoch [   11/   32] | d_loss: 1.2283 | g_loss: 0.6218
Epoch [   11/   32] | d_loss: 1.2835 | g_loss: 0.6771
Epoch [   11/   32] | d_loss: 1.2762 | g_loss: 0.6864
Epoch [   11/   32] | d_loss: 1.2382 | g_loss: 0.6148
Epoch [   11/   32] | d_loss: 1.2223 | g_loss: 0.6083
Epoch [   11/   32] | d_loss: 1.3019 | g_loss: 0.6220
Epoch [   11/   32] | d_loss: 1.2306 | g_loss: 0.6650
Epoch [   11/   32] | d_loss: 1.2749 | g_loss: 0.6900
Epoch [   11/   32] | d_loss: 1.2406 | g_loss: 0.5594
Epoch [   11/   32] | d_loss: 1.2523 | g_loss: 0.6913
Epoch [   11/   32] | d_loss: 1.2994 | g_loss: 0.6332
Epoch [   11/   32] | d_loss: 1.3515 | g_loss: 0.6854
Epoch [   11/   32] | d_loss: 1.2942 | g_loss: 0.6299
Epoch [   11/   32] | d_loss: 1.2306 | g_loss: 0.5750
Epoch [   11/   32] | d_loss: 1.3539 | g_loss: 0.6789
Epoch [   12/   32] | d_loss: 1.2548 | g_loss: 0.6842
Epoch [   12/   32] | d_loss: 1.2584 | g_loss: 0.5897
Epoch [   12/   32] | d_loss: 1.2772 | g_loss: 0.6667
Epoch [   12/   32] | d_loss: 1.1601 | g_loss: 0.6614
Epoch [   12/   32] | d_loss: 1.2400 | g_loss: 0.6316
Epoch [   12/   32] | d_loss: 1.2404 | g_loss: 0.5692
Epoch [   12/   32] | d_loss: 1.2063 | g_loss: 0.6524
Epoch [   12/   32] | d_loss: 1.2052 | g_loss: 0.6773
Epoch [   12/   32] | d_loss: 1.2279 | g_loss: 0.6806
Epoch [   12/   32] | d_loss: 1.1988 | g_loss: 0.6757
Epoch [   12/   32] | d_loss: 1.2120 | g_loss: 0.6733
Epoch [   12/   32] | d_loss: 1.3668 | g_loss: 0.6870
Epoch [   12/   32] | d_loss: 1.2246 | g_loss: 0.6190
Epoch [   12/   32] | d_loss: 1.2751 | g_loss: 0.6709
Epoch [   12/   32] | d_loss: 1.1645 | g_loss: 0.6552
Epoch [   13/   32] | d_loss: 1.1914 | g_loss: 0.6601
Epoch [   13/   32] | d_loss: 1.2980 | g_loss: 0.6869
Epoch [   13/   32] | d_loss: 1.2552 | g_loss: 0.6738
Epoch [   13/   32] | d_loss: 1.2590 | g_loss: 0.6537
Epoch [   13/   32] | d_loss: 1.2305 | g_loss: 0.6364
Epoch [   13/   32] | d_loss: 1.2656 | g_loss: 0.6767
Epoch [   13/   32] | d_loss: 1.2114 | g_loss: 0.5923
Epoch [   13/   32] | d_loss: 1.1729 | g_loss: 0.6448
Epoch [   13/   32] | d_loss: 1.1933 | g_loss: 0.6217
Epoch [   13/   32] | d_loss: 1.1824 | g_loss: 0.6762
Epoch [   13/   32] | d_loss: 1.1933 | g_loss: 0.6784
Epoch [   13/   32] | d_loss: 1.3112 | g_loss: 0.6210
Epoch [   13/   32] | d_loss: 1.2072 | g_loss: 0.6659
Epoch [   13/   32] | d_loss: 1.2036 | g_loss: 0.6595
Epoch [   13/   32] | d_loss: 1.2485 | g_loss: 0.5295
Epoch [   14/   32] | d_loss: 1.1853 | g_loss: 0.6233
Epoch [   14/   32] | d_loss: 1.1763 | g_loss: 0.5631
Epoch [   14/   32] | d_loss: 1.2989 | g_loss: 0.6842
Epoch [   14/   32] | d_loss: 1.3664 | g_loss: 0.6757
Epoch [   14/   32] | d_loss: 1.1493 | g_loss: 0.6660
Epoch [   14/   32] | d_loss: 1.1397 | g_loss: 0.6753
Epoch [   14/   32] | d_loss: 1.2827 | g_loss: 0.6709
Epoch [   14/   32] | d_loss: 1.1931 | g_loss: 0.6153
Epoch [   14/   32] | d_loss: 1.2336 | g_loss: 0.6129
Epoch [   14/   32] | d_loss: 1.2347 | g_loss: 0.6809
Epoch [   14/   32] | d_loss: 1.2423 | g_loss: 0.6750
Epoch [   14/   32] | d_loss: 1.2355 | g_loss: 0.6821
Epoch [   14/   32] | d_loss: 1.2372 | g_loss: 0.6408
Epoch [   14/   32] | d_loss: 1.2331 | g_loss: 0.6862
Epoch [   14/   32] | d_loss: 1.2140 | g_loss: 0.6874
Epoch [   15/   32] | d_loss: 1.1813 | g_loss: 0.6550
Epoch [   15/   32] | d_loss: 1.2403 | g_loss: 0.6515
Epoch [   15/   32] | d_loss: 1.1369 | g_loss: 0.6556
Epoch [   15/   32] | d_loss: 1.1871 | g_loss: 0.6472
Epoch [   15/   32] | d_loss: 1.1925 | g_loss: 0.6644
Epoch [   15/   32] | d_loss: 1.1960 | g_loss: 0.6311
Epoch [   15/   32] | d_loss: 1.1593 | g_loss: 0.6780
Epoch [   15/   32] | d_loss: 1.1031 | g_loss: 0.6877
Epoch [   15/   32] | d_loss: 1.2307 | g_loss: 0.6461
Epoch [   15/   32] | d_loss: 1.1959 | g_loss: 0.5299
Epoch [   15/   32] | d_loss: 1.1203 | g_loss: 0.6895
Epoch [   15/   32] | d_loss: 1.2967 | g_loss: 0.6591
Epoch [   15/   32] | d_loss: 1.2217 | g_loss: 0.6919
Epoch [   15/   32] | d_loss: 1.1830 | g_loss: 0.6276
Epoch [   15/   32] | d_loss: 1.1979 | g_loss: 0.6717
Epoch [   16/   32] | d_loss: 1.2462 | g_loss: 0.6145
Epoch [   16/   32] | d_loss: 1.2262 | g_loss: 0.6875
Epoch [   16/   32] | d_loss: 1.1726 | g_loss: 0.5682
Epoch [   16/   32] | d_loss: 1.2313 | g_loss: 0.6577
Epoch [   16/   32] | d_loss: 1.2912 | g_loss: 0.6908
Epoch [   16/   32] | d_loss: 1.1720 | g_loss: 0.6742
Epoch [   16/   32] | d_loss: 1.2122 | g_loss: 0.6122
Epoch [   16/   32] | d_loss: 1.1799 | g_loss: 0.6920
Epoch [   16/   32] | d_loss: 1.2339 | g_loss: 0.6794
Epoch [   16/   32] | d_loss: 1.1453 | g_loss: 0.6402
Epoch [   16/   32] | d_loss: 1.1659 | g_loss: 0.6428
Epoch [   16/   32] | d_loss: 1.1874 | g_loss: 0.6889
Epoch [   16/   32] | d_loss: 1.2393 | g_loss: 0.6405
Epoch [   16/   32] | d_loss: 1.2951 | g_loss: 0.6830
Epoch [   16/   32] | d_loss: 1.3645 | g_loss: 0.6897
Epoch [   17/   32] | d_loss: 1.1952 | g_loss: 0.6533
Epoch [   17/   32] | d_loss: 1.3066 | g_loss: 0.6668
Epoch [   17/   32] | d_loss: 1.1186 | g_loss: 0.6841
Epoch [   17/   32] | d_loss: 1.2102 | g_loss: 0.6610
Epoch [   17/   32] | d_loss: 1.1987 | g_loss: 0.6871
Epoch [   17/   32] | d_loss: 1.1626 | g_loss: 0.6797
Epoch [   17/   32] | d_loss: 1.3345 | g_loss: 0.6660
Epoch [   17/   32] | d_loss: 1.4721 | g_loss: 0.5020
Epoch [   17/   32] | d_loss: 1.1373 | g_loss: 0.6794
Epoch [   17/   32] | d_loss: 1.1720 | g_loss: 0.6262
Epoch [   17/   32] | d_loss: 1.1532 | g_loss: 0.6544
Epoch [   17/   32] | d_loss: 1.2986 | g_loss: 0.6702
Epoch [   17/   32] | d_loss: 1.1655 | g_loss: 0.6794
Epoch [   17/   32] | d_loss: 1.2021 | g_loss: 0.6849
Epoch [   17/   32] | d_loss: 1.2124 | g_loss: 0.6275
Epoch [   18/   32] | d_loss: 1.1819 | g_loss: 0.6617
Epoch [   18/   32] | d_loss: 1.0858 | g_loss: 0.6923
Epoch [   18/   32] | d_loss: 1.3095 | g_loss: 0.6879
Epoch [   18/   32] | d_loss: 1.2882 | g_loss: 0.6796
Epoch [   18/   32] | d_loss: 1.1276 | g_loss: 0.6833
Epoch [   18/   32] | d_loss: 1.1863 | g_loss: 0.6823
Epoch [   18/   32] | d_loss: 1.1510 | g_loss: 0.6146
Epoch [   18/   32] | d_loss: 1.2038 | g_loss: 0.6105
Epoch [   18/   32] | d_loss: 1.2627 | g_loss: 0.6865
Epoch [   18/   32] | d_loss: 1.1689 | g_loss: 0.6257
Epoch [   18/   32] | d_loss: 1.1259 | g_loss: 0.6666
Epoch [   18/   32] | d_loss: 1.3338 | g_loss: 0.6896
Epoch [   18/   32] | d_loss: 1.1813 | g_loss: 0.6422
Epoch [   18/   32] | d_loss: 1.1904 | g_loss: 0.6324
Epoch [   18/   32] | d_loss: 1.2427 | g_loss: 0.6311
Epoch [   19/   32] | d_loss: 1.2610 | g_loss: 0.6570
Epoch [   19/   32] | d_loss: 1.1882 | g_loss: 0.6845
Epoch [   19/   32] | d_loss: 1.1441 | g_loss: 0.6845
Epoch [   19/   32] | d_loss: 1.1521 | g_loss: 0.6890
Epoch [   19/   32] | d_loss: 1.1881 | g_loss: 0.6811
Epoch [   19/   32] | d_loss: 1.2449 | g_loss: 0.6392
Epoch [   19/   32] | d_loss: 1.1587 | g_loss: 0.6675
Epoch [   19/   32] | d_loss: 1.1318 | g_loss: 0.6671
Epoch [   19/   32] | d_loss: 1.1873 | g_loss: 0.6588
Epoch [   19/   32] | d_loss: 1.2459 | g_loss: 0.6341
Epoch [   19/   32] | d_loss: 1.1811 | g_loss: 0.6831
Epoch [   19/   32] | d_loss: 1.2440 | g_loss: 0.6776
Epoch [   19/   32] | d_loss: 1.1416 | g_loss: 0.6542
Epoch [   19/   32] | d_loss: 1.1338 | g_loss: 0.6582
Epoch [   19/   32] | d_loss: 1.1799 | g_loss: 0.6268
Epoch [   20/   32] | d_loss: 1.1766 | g_loss: 0.6158
Epoch [   20/   32] | d_loss: 1.2580 | g_loss: 0.6459
Epoch [   20/   32] | d_loss: 1.1750 | g_loss: 0.6695
Epoch [   20/   32] | d_loss: 1.1100 | g_loss: 0.6232
Epoch [   20/   32] | d_loss: 1.2460 | g_loss: 0.6866
Epoch [   20/   32] | d_loss: 1.1555 | g_loss: 0.6541
Epoch [   20/   32] | d_loss: 1.2483 | g_loss: 0.6747
Epoch [   20/   32] | d_loss: 1.2259 | g_loss: 0.6546
Epoch [   20/   32] | d_loss: 1.1435 | g_loss: 0.6187
Epoch [   20/   32] | d_loss: 1.1719 | g_loss: 0.6605
Epoch [   20/   32] | d_loss: 1.1613 | g_loss: 0.6237
Epoch [   20/   32] | d_loss: 1.1985 | g_loss: 0.6698
Epoch [   20/   32] | d_loss: 1.1384 | g_loss: 0.6547
Epoch [   20/   32] | d_loss: 1.2408 | g_loss: 0.6534
Epoch [   20/   32] | d_loss: 1.3203 | g_loss: 0.6818
Epoch [   21/   32] | d_loss: 1.1780 | g_loss: 0.6190
Epoch [   21/   32] | d_loss: 1.1354 | g_loss: 0.6367
Epoch [   21/   32] | d_loss: 1.2234 | g_loss: 0.6922
Epoch [   21/   32] | d_loss: 1.1996 | g_loss: 0.6808
Epoch [   21/   32] | d_loss: 1.2758 | g_loss: 0.6874
Epoch [   21/   32] | d_loss: 1.1725 | g_loss: 0.6708
Epoch [   21/   32] | d_loss: 1.1212 | g_loss: 0.6820
Epoch [   21/   32] | d_loss: 1.0886 | g_loss: 0.6642
Epoch [   21/   32] | d_loss: 1.1831 | g_loss: 0.6653
Epoch [   21/   32] | d_loss: 1.3350 | g_loss: 0.6873
Epoch [   21/   32] | d_loss: 1.2503 | g_loss: 0.6922
Epoch [   21/   32] | d_loss: 1.1717 | g_loss: 0.5245
Epoch [   21/   32] | d_loss: 1.2138 | g_loss: 0.6184
Epoch [   21/   32] | d_loss: 1.2722 | g_loss: 0.6904
Epoch [   21/   32] | d_loss: 1.0917 | g_loss: 0.6703
Epoch [   22/   32] | d_loss: 1.2482 | g_loss: 0.6884
Epoch [   22/   32] | d_loss: 1.2334 | g_loss: 0.6486
Epoch [   22/   32] | d_loss: 1.1310 | g_loss: 0.6039
Epoch [   22/   32] | d_loss: 1.1712 | g_loss: 0.6771
Epoch [   22/   32] | d_loss: 1.1314 | g_loss: 0.6838
Epoch [   22/   32] | d_loss: 1.2837 | g_loss: 0.6898
Epoch [   22/   32] | d_loss: 1.1476 | g_loss: 0.5465
Epoch [   22/   32] | d_loss: 1.1911 | g_loss: 0.6529
Epoch [   22/   32] | d_loss: 1.2461 | g_loss: 0.6791
Epoch [   22/   32] | d_loss: 1.1728 | g_loss: 0.6755
Epoch [   22/   32] | d_loss: 1.1278 | g_loss: 0.6506
Epoch [   22/   32] | d_loss: 1.1589 | g_loss: 0.5810
Epoch [   22/   32] | d_loss: 1.0910 | g_loss: 0.6655
Epoch [   22/   32] | d_loss: 1.3743 | g_loss: 0.6931
Epoch [   22/   32] | d_loss: 1.3121 | g_loss: 0.6883
Epoch [   23/   32] | d_loss: 1.2448 | g_loss: 0.6904
Epoch [   23/   32] | d_loss: 1.1250 | g_loss: 0.6443
Epoch [   23/   32] | d_loss: 1.1648 | g_loss: 0.6901
Epoch [   23/   32] | d_loss: 1.1240 | g_loss: 0.6908
Epoch [   23/   32] | d_loss: 1.1059 | g_loss: 0.6719
Epoch [   23/   32] | d_loss: 1.0982 | g_loss: 0.6799
Epoch [   23/   32] | d_loss: 1.1611 | g_loss: 0.6821
Epoch [   23/   32] | d_loss: 1.4251 | g_loss: 0.6489
Epoch [   23/   32] | d_loss: 1.1620 | g_loss: 0.6857
Epoch [   23/   32] | d_loss: 1.1751 | g_loss: 0.6861
Epoch [   23/   32] | d_loss: 1.1732 | g_loss: 0.6651
Epoch [   23/   32] | d_loss: 1.2237 | g_loss: 0.6780
Epoch [   23/   32] | d_loss: 1.2231 | g_loss: 0.6790
Epoch [   23/   32] | d_loss: 1.3533 | g_loss: 0.6825
Epoch [   23/   32] | d_loss: 1.1488 | g_loss: 0.6524
Epoch [   24/   32] | d_loss: 1.1938 | g_loss: 0.6194
Epoch [   24/   32] | d_loss: 1.0946 | g_loss: 0.6818
Epoch [   24/   32] | d_loss: 1.1213 | g_loss: 0.6543
Epoch [   24/   32] | d_loss: 1.1310 | g_loss: 0.6775
Epoch [   24/   32] | d_loss: 1.1225 | g_loss: 0.6483
Epoch [   24/   32] | d_loss: 1.1440 | g_loss: 0.6858
Epoch [   24/   32] | d_loss: 1.1330 | g_loss: 0.6731
Epoch [   24/   32] | d_loss: 1.2063 | g_loss: 0.6062
Epoch [   24/   32] | d_loss: 1.1738 | g_loss: 0.6854
Epoch [   24/   32] | d_loss: 1.1368 | g_loss: 0.6888
Epoch [   24/   32] | d_loss: 1.1551 | g_loss: 0.6859
Epoch [   24/   32] | d_loss: 1.2118 | g_loss: 0.6870
Epoch [   24/   32] | d_loss: 1.1094 | g_loss: 0.6597
Epoch [   24/   32] | d_loss: 1.0920 | g_loss: 0.6869
Epoch [   24/   32] | d_loss: 1.1683 | g_loss: 0.6631
Epoch [   25/   32] | d_loss: 1.1361 | g_loss: 0.6860
Epoch [   25/   32] | d_loss: 1.1201 | g_loss: 0.6294
Epoch [   25/   32] | d_loss: 1.1349 | g_loss: 0.6881
Epoch [   25/   32] | d_loss: 1.2239 | g_loss: 0.6901
Epoch [   25/   32] | d_loss: 1.1873 | g_loss: 0.6052
Epoch [   25/   32] | d_loss: 1.1175 | g_loss: 0.5880
Epoch [   25/   32] | d_loss: 1.0910 | g_loss: 0.6771
Epoch [   25/   32] | d_loss: 1.0937 | g_loss: 0.6718
Epoch [   25/   32] | d_loss: 1.1276 | g_loss: 0.6150
Epoch [   25/   32] | d_loss: 1.1767 | g_loss: 0.6899
Epoch [   25/   32] | d_loss: 1.0758 | g_loss: 0.6813
Epoch [   25/   32] | d_loss: 1.2280 | g_loss: 0.6846
Epoch [   25/   32] | d_loss: 1.0838 | g_loss: 0.6834
Epoch [   25/   32] | d_loss: 1.1617 | g_loss: 0.6912
Epoch [   25/   32] | d_loss: 1.1171 | g_loss: 0.6832
Epoch [   26/   32] | d_loss: 1.0632 | g_loss: 0.6866
Epoch [   26/   32] | d_loss: 1.1106 | g_loss: 0.6691
Epoch [   26/   32] | d_loss: 1.0799 | g_loss: 0.6859
Epoch [   26/   32] | d_loss: 1.0871 | g_loss: 0.6401
Epoch [   26/   32] | d_loss: 1.1054 | g_loss: 0.6466
Epoch [   26/   32] | d_loss: 1.0707 | g_loss: 0.6901
Epoch [   26/   32] | d_loss: 1.1675 | g_loss: 0.6918
Epoch [   26/   32] | d_loss: 1.1426 | g_loss: 0.6560
Epoch [   26/   32] | d_loss: 1.1384 | g_loss: 0.6661
Epoch [   26/   32] | d_loss: 1.3237 | g_loss: 0.6930
Epoch [   26/   32] | d_loss: 1.0868 | g_loss: 0.6904
Epoch [   26/   32] | d_loss: 1.0886 | g_loss: 0.6913
Epoch [   26/   32] | d_loss: 1.1806 | g_loss: 0.6453
Epoch [   26/   32] | d_loss: 1.0598 | g_loss: 0.6691
Epoch [   26/   32] | d_loss: 1.0748 | g_loss: 0.6591
Epoch [   27/   32] | d_loss: 1.0880 | g_loss: 0.6766
Epoch [   27/   32] | d_loss: 1.2638 | g_loss: 0.6875
Epoch [   27/   32] | d_loss: 1.1140 | g_loss: 0.6846
Epoch [   27/   32] | d_loss: 1.0564 | g_loss: 0.6806
Epoch [   27/   32] | d_loss: 1.0730 | g_loss: 0.6832
Epoch [   27/   32] | d_loss: 1.0934 | g_loss: 0.6542
Epoch [   27/   32] | d_loss: 1.0927 | g_loss: 0.6837
Epoch [   27/   32] | d_loss: 1.1029 | g_loss: 0.5578
Epoch [   27/   32] | d_loss: 1.0955 | g_loss: 0.6903
Epoch [   27/   32] | d_loss: 1.1306 | g_loss: 0.6458
Epoch [   27/   32] | d_loss: 1.1334 | g_loss: 0.6836
Epoch [   27/   32] | d_loss: 1.1476 | g_loss: 0.6791
Epoch [   27/   32] | d_loss: 1.0816 | g_loss: 0.6890
Epoch [   27/   32] | d_loss: 1.0715 | g_loss: 0.6468
Epoch [   27/   32] | d_loss: 1.2466 | g_loss: 0.6818
Epoch [   28/   32] | d_loss: 1.1264 | g_loss: 0.6719
Epoch [   28/   32] | d_loss: 1.0911 | g_loss: 0.6649
Epoch [   28/   32] | d_loss: 1.0648 | g_loss: 0.6772
Epoch [   28/   32] | d_loss: 1.2092 | g_loss: 0.6669
Epoch [   28/   32] | d_loss: 1.1885 | g_loss: 0.6929
Epoch [   28/   32] | d_loss: 1.3407 | g_loss: 0.6925
Epoch [   28/   32] | d_loss: 1.0755 | g_loss: 0.6861
Epoch [   28/   32] | d_loss: 1.1229 | g_loss: 0.6930
Epoch [   28/   32] | d_loss: 1.0683 | g_loss: 0.6910
Epoch [   28/   32] | d_loss: 1.0837 | g_loss: 0.6870
Epoch [   28/   32] | d_loss: 1.3339 | g_loss: 0.6931
Epoch [   28/   32] | d_loss: 1.1913 | g_loss: 0.6842
Epoch [   28/   32] | d_loss: 1.1234 | g_loss: 0.6407
Epoch [   28/   32] | d_loss: 1.1578 | g_loss: 0.6908
Epoch [   28/   32] | d_loss: 1.2381 | g_loss: 0.6904
Epoch [   29/   32] | d_loss: 1.1010 | g_loss: 0.6798
Epoch [   29/   32] | d_loss: 1.0503 | g_loss: 0.6930
Epoch [   29/   32] | d_loss: 1.0734 | g_loss: 0.6887
Epoch [   29/   32] | d_loss: 1.1262 | g_loss: 0.6863
Epoch [   29/   32] | d_loss: 1.0762 | g_loss: 0.6901
Epoch [   29/   32] | d_loss: 1.0593 | g_loss: 0.6877
Epoch [   29/   32] | d_loss: 1.1384 | g_loss: 0.6897
Epoch [   29/   32] | d_loss: 1.0651 | g_loss: 0.6809
Epoch [   29/   32] | d_loss: 1.0578 | g_loss: 0.6294
Epoch [   29/   32] | d_loss: 1.1399 | g_loss: 0.6825
Epoch [   29/   32] | d_loss: 1.2671 | g_loss: 0.6902
Epoch [   29/   32] | d_loss: 1.0586 | g_loss: 0.6905
Epoch [   29/   32] | d_loss: 1.0540 | g_loss: 0.6874
Epoch [   29/   32] | d_loss: 1.1949 | g_loss: 0.6787
Epoch [   29/   32] | d_loss: 1.0770 | g_loss: 0.6696
Epoch [   30/   32] | d_loss: 1.0731 | g_loss: 0.6510
Epoch [   30/   32] | d_loss: 1.2053 | g_loss: 0.6856
Epoch [   30/   32] | d_loss: 1.0573 | g_loss: 0.6791
Epoch [   30/   32] | d_loss: 1.1011 | g_loss: 0.6895
Epoch [   30/   32] | d_loss: 1.0705 | g_loss: 0.6755
Epoch [   30/   32] | d_loss: 1.0850 | g_loss: 0.6664
Epoch [   30/   32] | d_loss: 1.0808 | g_loss: 0.6743
Epoch [   30/   32] | d_loss: 1.0336 | g_loss: 0.6834
Epoch [   30/   32] | d_loss: 1.1170 | g_loss: 0.6706
Epoch [   30/   32] | d_loss: 1.0854 | g_loss: 0.6786
Epoch [   30/   32] | d_loss: 1.2236 | g_loss: 0.6710
Epoch [   30/   32] | d_loss: 1.0421 | g_loss: 0.6729
Epoch [   30/   32] | d_loss: 1.1671 | g_loss: 0.6245
Epoch [   30/   32] | d_loss: 1.0698 | g_loss: 0.6823
Epoch [   30/   32] | d_loss: 1.0651 | g_loss: 0.6801
Epoch [   31/   32] | d_loss: 1.0911 | g_loss: 0.6862
Epoch [   31/   32] | d_loss: 1.1721 | g_loss: 0.6893
Epoch [   31/   32] | d_loss: 1.0686 | g_loss: 0.6802
Epoch [   31/   32] | d_loss: 1.0248 | g_loss: 0.6875
Epoch [   31/   32] | d_loss: 1.3363 | g_loss: 0.6870
Epoch [   31/   32] | d_loss: 1.1033 | g_loss: 0.6722
Epoch [   31/   32] | d_loss: 1.0099 | g_loss: 0.6924
Epoch [   31/   32] | d_loss: 1.0133 | g_loss: 0.6930
Epoch [   31/   32] | d_loss: 1.0406 | g_loss: 0.6838
Epoch [   31/   32] | d_loss: 1.0158 | g_loss: 0.6907
Epoch [   31/   32] | d_loss: 1.0481 | g_loss: 0.6931
Epoch [   31/   32] | d_loss: 1.0077 | g_loss: 0.6931
Epoch [   31/   32] | d_loss: 1.0072 | g_loss: 0.6931
Epoch [   31/   32] | d_loss: 1.0078 | g_loss: 0.6931
Epoch [   31/   32] | d_loss: 1.0067 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0067 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0067 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0067 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0068 | g_loss: 0.6928
Epoch [   32/   32] | d_loss: 1.0070 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.3638 | g_loss: 0.6930
Epoch [   32/   32] | d_loss: 1.0178 | g_loss: 0.6924
Epoch [   32/   32] | d_loss: 1.3863 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0079 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0068 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0069 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0069 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0066 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0069 | g_loss: 0.6931
Epoch [   32/   32] | d_loss: 1.0078 | g_loss: 0.6931

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f913227cda0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: I think looking for ways to augment the data could be helpful; a horizontal flip won't hurt, and (maybe) style transfer could be used to reduce the bias in the dataset. But the discriminator could be made more robust any day with the introduction of more fully connected layers and maybe using a pre-trained model. Increasing the number of epochs could also help as training more seems to have impacted the discriminator, which could improve the generator.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.